Univariate long-term forecasting on ETTm2
0.063MSEFEDformer
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| FEDformerPrediction Horizon=962022.05 | 0.063 | 0.189 | |
| FiLMPrediction Horizon=962022.05 | 0.065 | 0.189 | |
| AutoformerPrediction Horizon=962022.05 | 0.065 | 0.189 | |
| LogTransPrediction Horizon=962022.05 | 0.075 | 0.208 | |
| ReformerPrediction Horizon=962022.05 | 0.076 | 0.214 | |
| InformerPrediction Horizon=962022.05 | 0.088 | 0.225 | |
| FiLMPrediction Horizon=1922022.05 | 0.094 | 0.233 | |
| FEDformerPrediction Horizon=1922022.05 | 0.102 | 0.245 | |
| AutoformerPrediction Horizon=1922022.05 | 0.118 | 0.256 | |
| FiLMPrediction Horizon=3362022.05 | 0.124 | 0.274 | |
| LogTransPrediction Horizon=1922022.05 | 0.129 | 0.275 | |
| FEDformerPrediction Horizon=3362022.05 | 0.13 | 0.279 | |
| InformerPrediction Horizon=1922022.05 | 0.132 | 0.283 | |
| ReformerPrediction Horizon=1922022.05 | 0.132 | 0.29 | |
| S4Prediction Horizon=962022.05 | 0.153 | 0.318 | |
| AutoformerPrediction Horizon=3362022.05 | 0.154 | 0.305 | |
| LogTransPrediction Horizon=3362022.05 | 0.154 | 0.302 | |
| LogTransPrediction Horizon=7202022.05 | 0.16 | 0.321 | |
| ReformerPrediction Horizon=3362022.05 | 0.16 | 0.312 | |
| ReformerPrediction Horizon=7202022.05 | 0.168 | 0.335 | |
| FiLMPrediction Horizon=7202022.05 | 0.173 | 0.323 | |
| FEDformerPrediction Horizon=7202022.05 | 0.178 | 0.325 | |
| InformerPrediction Horizon=3362022.05 | 0.18 | 0.336 | |
| AutoformerPrediction Horizon=7202022.05 | 0.182 | 0.335 | |
| S4Prediction Horizon=1922022.05 | 0.183 | 0.35 | |
| S4Prediction Horizon=3362022.05 | 0.204 | 0.367 | |
| InformerPrediction Horizon=7202022.05 | 0.3 | 0.435 | |
| S4Prediction Horizon=7202022.05 | 0.482 | 0.567 |